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Update app.py
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app.py
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from transformers import pipeline
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import streamlit as st
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import json
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import os
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from transformers import pipeline
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STYLE_SAMPLES_FILE = "style_samples.json"
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def load_style_samples():
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if os.path.exists(STYLE_SAMPLES_FILE):
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with open(STYLE_SAMPLES_FILE, "r") as f:
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return json.load(f)
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return []
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@st.cache_resource(show_spinner=False)
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def load_pipeline():
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# Replace model ID with a more powerful public LLM if you want
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model_id = "google/flan-t5-base" # For English text generation
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gen_pipe = pipeline(
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"text2text-generation",
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model=model_id,
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device_map="auto",
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trust_remote_code=True
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)
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return gen_pipe
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pipe = load_pipeline()
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style_samples = load_style_samples()
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st.set_page_config(page_title="LinkedIn Post Generator", layout="centered")
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st.title("🔗 LinkedIn Post Generator (Hugging Face)")
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st.write("Generate LinkedIn posts in your writing style.")
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with st.form("gen_form"):
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topic = st.text_input("Post Topic", "Generative AI for Business")
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tone = st.selectbox("Tone", ["Professional", "Friendly", "Inspirational", "Technical", "Concise"])
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audience = st.text_input("Audience", "Startup founders")
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length = st.slider("Length (approx words)", 30, 400, 120, 10)
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use_sample = st.selectbox(
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"Style Sample (optional)", ["None"] + [f"Sample {i+1}" for i in range(len(style_samples))])
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custom_style = st.text_area("Or paste your own style sample (optional)")
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submitted = st.form_submit_button("Generate Post")
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prompt_style = ""
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if use_sample != "None":
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sample_idx = int(use_sample.split()[1]) - 1
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prompt_style += f"Sample style: {style_samples[sample_idx]}\n"
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if custom_style.strip():
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prompt_style += f"User style: {custom_style}\n"
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prompt = (
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f"Write a LinkedIn post on '{topic}'.\n"
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f"Tone: {tone}. Audience: {audience}. Length: about {length} words.\n"
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f"{prompt_style}"
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"Write in engaging, natural language, and end with a strong call to action."
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)
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if submitted:
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if not topic.strip():
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st.warning("Please enter a topic before generating.")
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else:
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with st.spinner("Generating..."):
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try:
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result = pipe(prompt, max_new_tokens=length + 32)[0]["generated_text"].strip()
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st.success("Here's your LinkedIn post:")
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st.write(result)
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st.download_button("Download post as .txt", result, file_name="linkedin_post.txt")
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except Exception as e:
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st.error(f"Error generating post: {e}")
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st.markdown("---")
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st.write("Upload a new list of style samples (JSON array of strings, replaces existing):")
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file = st.file_uploader("Upload style_samples.json", type=["json"])
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if file:
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try:
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data = json.load(file)
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with open(STYLE_SAMPLES_FILE, "w") as f:
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json.dump(data, f)
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st.success(f"Uploaded and saved {len(data)} samples. Reload Space to use.")
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except Exception as e:
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st.error(f"Upload failed: {e}")
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